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Location: Clustering Methods » AGNES » Best Qualities
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Here you see a comparison matrix how well this clustering method performs on different datasets (rows). Where the performance is measured with different clustering quality measures (columns).

You can reorder the matrix by a certain column, to see on which dataset this clustering method performs best on, when measures by the corresponding clustering quality measure of that column.

How well does 'AGNES' perform on different datasets?


Dataset Type Davies Bouldin Index (R) Dunn Index (R) F1-Score F2-Score False Discovery Rate False Positive Rate Fowlkes Mallows Index (R) Jaccard Index (R) Rand Index Rand Index (R) Sensitivity Silhouette Value (R) Specificity V-Measure
brown 0.1 NaN 0.987 0.993 0.0 0.0 NaN 0.999 1.0 1.0 1.0 NaN 1.0 0.994
fu_flame 0.0 Infinity 0.972 0.956 0.0 0.0 NaN 0.918 0.956 0.956 1.0 NaN 1.0 0.822
chang_pathbased 0.008 NaN 0.807 0.799 0.0 0.0 NaN 0.605 0.867 0.867 1.0 NaN 1.0 0.704
ppi_mips 1.144 NaN 0.33 0.284 0.129 0.0 NaN 0.076 0.984 0.984 1.0 NaN 1.0 0.809
chang_spiral 0.0 Infinity 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0
astral_40_strsim 0.513 NaN 0.851 0.848 0.0 0.0 NaN 0.58 0.995 0.995 1.0 NaN 1.0 0.921
astral_40_seqsim_beh 0.222 NaN 0.714 0.649 0.0 0.0 NaN 0.418 0.993 0.993 1.0 NaN 1.0 0.881
zahn_compound 0.0 Infinity 0.878 0.899 0.0 0.0 NaN 0.92 0.98 0.98 1.0 NaN 1.0 0.866
fraenti_s3 0.276 3.081 0.822 0.819 0.056 0.0 0.699 0.537 0.96 0.96 1.0 NaN 1.0 0.772
bone_marrow_fixLabels 0.433 NaN 0.948 0.947 0.067 0.013 0.893 0.807 0.923 NaN 1.0 NaN 0.987 0.818
coli_state 0.0 Infinity 0.546 0.698 0.0 0.0 NaN 0.405 0.632 0.632 1.0 NaN 1.0 0.383
coli_find 0.0 Infinity 0.241 0.398 0.286 0.0 NaN 0.13 0.874 0.874 1.0 NaN 1.0 0.546
coli_need 0.0 Infinity 0.55 0.739 0.0 0.0 NaN 0.387 0.614 0.614 1.0 NaN 1.0 0.359
coli_time 0.0 Infinity 0.404 0.597 0.25 0.0 NaN 0.264 0.736 0.736 1.0 NaN 1.0 0.397
gionis_aggregation 0.0 NaN 1.0 1.0 0.0 0.0 NaN 1.0 1.0 NaN 1.0 NaN 1.0 1.0
veenman_r15 0.0 Infinity 0.995 0.995 0.0 0.0 NaN 0.98 0.999 0.999 1.0 NaN 1.0 0.992
synthetic_spirals 0.0 Infinity 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0
synthetic_cassini 0.0 Infinity 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0
twonorm_100d 0.0 Infinity 0.89 0.89 0.0 0.0 NaN 0.671 0.803 0.803 1.0 NaN 1.0 0.509
twonorm_50d 0.0 Infinity 0.915 0.914 0.0 0.0 NaN 0.731 0.844 0.844 1.0 NaN 1.0 0.631
synthetic_cuboid 0.0 Infinity 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0
astral1_161 0.001 NaN NaN NaN 0.0 0.0 NaN 0.505 NaN 0.917 NaN NaN NaN 0.733
tcga 0.0 Infinity 0.998 0.997 0.0 0.0 NaN 0.991 0.995 0.995 1.0 NaN 1.0 0.986
bone_marrow 0.0 Infinity 0.896 0.895 0.0 0.0 NaN 0.694 0.868 0.868 1.0 NaN 1.0 0.684
zachary 0.0 NaN 1.0 1.0 0.0 0.0 NaN 1.0 1.0 1.0 1.0 NaN 1.0 1.0